{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 一、数据探索\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 数据说明      \n",
    "数据集共9个字段:            \n",
    "0列 为pregnants(怀孕次数)            \n",
    "1列 为Plasma_glucose_concentration(口服葡萄糖耐量试验中2小时后的血浆葡萄糖浓度)      \n",
    "2列 为blood_pressure(舒张压,单位:mm Hg）      \n",
    "3列 为Triceps_skin_fold_thickness(三头肌皮褶厚度,单位：mm）      \n",
    "4列 为serum_insulin(餐后血清胰岛素,单位:mm）      \n",
    "5列 为BMI,体重指数（体重（公斤）/ 身高（米）^2）      \n",
    "6列 为Diabetes_pedigree_function(糖尿病家系作用)      \n",
    "7列 为Age(年龄)      \n",
    "8列 为Target(分类变量,0或1）     "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1:import工具包"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import warnings\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2:读取数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>pregnants</th>\n",
       "      <th>Plasma_glucose_concentration</th>\n",
       "      <th>blood_pressure</th>\n",
       "      <th>Triceps_skin_fold_thickness</th>\n",
       "      <th>serum_insulin</th>\n",
       "      <th>BMI</th>\n",
       "      <th>Diabetes_pedigree_function</th>\n",
       "      <th>Age</th>\n",
       "      <th>Target</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>763</th>\n",
       "      <td>10</td>\n",
       "      <td>101</td>\n",
       "      <td>76</td>\n",
       "      <td>48</td>\n",
       "      <td>180</td>\n",
       "      <td>32.9</td>\n",
       "      <td>0.171</td>\n",
       "      <td>63</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>764</th>\n",
       "      <td>2</td>\n",
       "      <td>122</td>\n",
       "      <td>70</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "      <td>36.8</td>\n",
       "      <td>0.340</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>765</th>\n",
       "      <td>5</td>\n",
       "      <td>121</td>\n",
       "      <td>72</td>\n",
       "      <td>23</td>\n",
       "      <td>112</td>\n",
       "      <td>26.2</td>\n",
       "      <td>0.245</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>766</th>\n",
       "      <td>1</td>\n",
       "      <td>126</td>\n",
       "      <td>60</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>30.1</td>\n",
       "      <td>0.349</td>\n",
       "      <td>47</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>767</th>\n",
       "      <td>1</td>\n",
       "      <td>93</td>\n",
       "      <td>70</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "      <td>30.4</td>\n",
       "      <td>0.315</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     pregnants  Plasma_glucose_concentration  blood_pressure  \\\n",
       "763         10                           101              76   \n",
       "764          2                           122              70   \n",
       "765          5                           121              72   \n",
       "766          1                           126              60   \n",
       "767          1                            93              70   \n",
       "\n",
       "     Triceps_skin_fold_thickness  serum_insulin   BMI  \\\n",
       "763                           48            180  32.9   \n",
       "764                           27              0  36.8   \n",
       "765                           23            112  26.2   \n",
       "766                            0              0  30.1   \n",
       "767                           31              0  30.4   \n",
       "\n",
       "     Diabetes_pedigree_function  Age  Target  \n",
       "763                       0.171   63       0  \n",
       "764                       0.340   27       0  \n",
       "765                       0.245   30       0  \n",
       "766                       0.349   47       1  \n",
       "767                       0.315   23       0  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mydatapath=\"E:\\\\\\pima-indians-diabetes.csv\"\n",
    "train=pd.read_csv(mydatapath)\n",
    "train.head()\n",
    "train.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(768, 9)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#检测数据规模，读取、测试数据\n",
    "train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 768 entries, 0 to 767\n",
      "Data columns (total 9 columns):\n",
      "pregnants                       768 non-null int64\n",
      "Plasma_glucose_concentration    768 non-null int64\n",
      "blood_pressure                  768 non-null int64\n",
      "Triceps_skin_fold_thickness     768 non-null int64\n",
      "serum_insulin                   768 non-null int64\n",
      "BMI                             768 non-null float64\n",
      "Diabetes_pedigree_function      768 non-null float64\n",
      "Age                             768 non-null int64\n",
      "Target                          768 non-null int64\n",
      "dtypes: float64(2), int64(7)\n",
      "memory usage: 54.1 KB\n"
     ]
    }
   ],
   "source": [
    "#查看数据信息\n",
    "train.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>pregnants</th>\n",
       "      <th>Plasma_glucose_concentration</th>\n",
       "      <th>blood_pressure</th>\n",
       "      <th>Triceps_skin_fold_thickness</th>\n",
       "      <th>serum_insulin</th>\n",
       "      <th>BMI</th>\n",
       "      <th>Diabetes_pedigree_function</th>\n",
       "      <th>Age</th>\n",
       "      <th>Target</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>3.845052</td>\n",
       "      <td>120.894531</td>\n",
       "      <td>69.105469</td>\n",
       "      <td>20.536458</td>\n",
       "      <td>79.799479</td>\n",
       "      <td>31.992578</td>\n",
       "      <td>0.471876</td>\n",
       "      <td>33.240885</td>\n",
       "      <td>0.348958</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>3.369578</td>\n",
       "      <td>31.972618</td>\n",
       "      <td>19.355807</td>\n",
       "      <td>15.952218</td>\n",
       "      <td>115.244002</td>\n",
       "      <td>7.884160</td>\n",
       "      <td>0.331329</td>\n",
       "      <td>11.760232</td>\n",
       "      <td>0.476951</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.078000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>99.000000</td>\n",
       "      <td>62.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>27.300000</td>\n",
       "      <td>0.243750</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>3.000000</td>\n",
       "      <td>117.000000</td>\n",
       "      <td>72.000000</td>\n",
       "      <td>23.000000</td>\n",
       "      <td>30.500000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>0.372500</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>6.000000</td>\n",
       "      <td>140.250000</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>127.250000</td>\n",
       "      <td>36.600000</td>\n",
       "      <td>0.626250</td>\n",
       "      <td>41.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>17.000000</td>\n",
       "      <td>199.000000</td>\n",
       "      <td>122.000000</td>\n",
       "      <td>99.000000</td>\n",
       "      <td>846.000000</td>\n",
       "      <td>67.100000</td>\n",
       "      <td>2.420000</td>\n",
       "      <td>81.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        pregnants  Plasma_glucose_concentration  blood_pressure  \\\n",
       "count  768.000000                    768.000000      768.000000   \n",
       "mean     3.845052                    120.894531       69.105469   \n",
       "std      3.369578                     31.972618       19.355807   \n",
       "min      0.000000                      0.000000        0.000000   \n",
       "25%      1.000000                     99.000000       62.000000   \n",
       "50%      3.000000                    117.000000       72.000000   \n",
       "75%      6.000000                    140.250000       80.000000   \n",
       "max     17.000000                    199.000000      122.000000   \n",
       "\n",
       "       Triceps_skin_fold_thickness  serum_insulin         BMI  \\\n",
       "count                   768.000000     768.000000  768.000000   \n",
       "mean                     20.536458      79.799479   31.992578   \n",
       "std                      15.952218     115.244002    7.884160   \n",
       "min                       0.000000       0.000000    0.000000   \n",
       "25%                       0.000000       0.000000   27.300000   \n",
       "50%                      23.000000      30.500000   32.000000   \n",
       "75%                      32.000000     127.250000   36.600000   \n",
       "max                      99.000000     846.000000   67.100000   \n",
       "\n",
       "       Diabetes_pedigree_function         Age      Target  \n",
       "count                  768.000000  768.000000  768.000000  \n",
       "mean                     0.471876   33.240885    0.348958  \n",
       "std                      0.331329   11.760232    0.476951  \n",
       "min                      0.078000   21.000000    0.000000  \n",
       "25%                      0.243750   24.000000    0.000000  \n",
       "50%                      0.372500   29.000000    0.000000  \n",
       "75%                      0.626250   41.000000    1.000000  \n",
       "max                      2.420000   81.000000    1.000000  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#查看数值型特征的基本统计量\n",
    "train.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "从结果中我们可以看到很多列的最小值为0。而在一些特定列代表的变量中，0值并没有意义，这就表名该值无效或为缺失值。\n",
    "\n",
    "具体来说，下列变量的最小值为0时数据无意义： 1、血浆葡萄糖浓度 2、舒张压 3、肱三头肌皮褶厚度 4、餐后血清胰岛素 5、体重指数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Plasma_glucose_concentration      5\n",
      "blood_pressure                   35\n",
      "Triceps_skin_fold_thickness     227\n",
      "serum_insulin                   374\n",
      "BMI                              11\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "NaN_col_names = ['Plasma_glucose_concentration','blood_pressure','Triceps_skin_fold_thickness','serum_insulin','BMI']\n",
    "print((train[NaN_col_names] == 0).sum())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3:查看每个特征的分布，及其与标签的关系"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### <font color=#0000FF >Target</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'Number of occurrences')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#该问题为分类问题，类别型特征直方图可以用countplot\n",
    "sns.countplot(train['Target'])\n",
    "plt.xlabel(\"diabets\")\n",
    "plt.ylabel(\"Number of occurrences\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### <font color=#0000FF >怀孕次数 pregnants</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'Number of occurrences')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYgAAAEKCAYAAAAIO8L1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAHV9JREFUeJzt3XmcXFWd9/HPNwn7YlgajEkwgVdEkUFgAqI4GMGFzURW4WEwQpzICIgyjIAwLIM8IyLIOD7CREFAkR0ElNVIYGaUJQkEAmGJEEJDIA2yO8CE/J4/zmmp9Nzuvqlb1VXpfN+vV73q3lP3nvvr7qr+1b3n3HMUEZiZmfU0pNUBmJlZe3KCMDOzQk4QZmZWyAnCzMwKOUGYmVkhJwgzMyvkBGFmZoWcIMzMrFDTEoSkCyQtljS34LVjJIWkDfO6JP1Q0nxJD0jatllxmZlZOcOaWPeFwI+Ai2sLJY0GPgMsrCneDRiXHx8Fzs3Pfdpwww1jzJgxjYnWzGwlMWvWrBcioqO/7ZqWICLiTkljCl76AfAt4LqasknAxZHG/bhL0nBJIyJiUV/HGDNmDDNnzmxUyGZmKwVJT5XZbkDbICRNBJ6JiDk9XhoJPF2z3pnLzMysRZp5iWkZktYETgA+W/RyQVnhKIKSpgJTATbZZJOGxWdmZssayDOIzYCxwBxJC4BRwGxJ7yWdMYyu2XYU8GxRJRExLSLGR8T4jo5+L6GZmVmdBixBRMSDEbFRRIyJiDGkpLBtRDwHXA98Kfdm2gF4pb/2BzMza65mdnO9FPgDsLmkTklT+tj8RuAJYD7wE+BrzYrLzMzKaWYvpgP7eX1MzXIAhzcrFjMzW36+k9rMzAo5QZiZWSEnCDMzKzRg90GsSBb9+IRK+4/42ukNisTMrHV8BmFmZoWcIMzMrJAThJmZFXKCMDOzQk4QZmZWyAnCzMwKOUGYmVkhJwgzMyvkBGFmZoWcIMzMrJAThJmZFXKCMDOzQk4QZmZWyAnCzMwKOUGYmVkhJwgzMyvkBGFmZoWcIMzMrFDTEoSkCyQtljS3puxMSY9IekDStZKG17x2vKT5kh6V9LlmxWVmZuU08wziQmDXHmW3AVtGxFbAY8DxAJK2AA4APpz3+bGkoU2MzczM+tG0BBERdwJ/6lF2a0Qsyat3AaPy8iTgsoh4KyKeBOYD2zcrNjMz618r2yAOBW7KyyOBp2te68xlZmbWIi1JEJJOAJYAl3QXFWwWvew7VdJMSTO7urqaFaKZ2UpvwBOEpMnAnsBBEdGdBDqB0TWbjQKeLdo/IqZFxPiIGN/R0dHcYM3MVmIDmiAk7QocC0yMiD/XvHQ9cICk1SSNBcYB9wxkbGZmtqxhzapY0qXABGBDSZ3AyaReS6sBt0kCuCsiDouIhyRdATxMuvR0eES806zYzMysf01LEBFxYEHx+X1sfzpwerPiMTOz5eM7qc3MrJAThJmZFXKCMDOzQk4QZmZWyAnCzMwKOUGYmVkhJwgzMyvkBGFmZoWcIMzMrFDT7qQeSF3n/qLS/h1//7cNisTMbPDwGYSZmRVygjAzs0JOEGZmVqjfBCFpLUlD8vIHJE2UtErzQzMzs1YqcwZxJ7C6pJHAdOAQ4MJmBmVmZq1XJkEoz/62N/BvEbEXsEVzwzIzs1YrlSAkfQw4CPhNLhsU3WPNzKx3ZRLEN0hThV6bpwbdFLi9uWGZmVmr9XsmEBF3AHdIWiuvPwF8vdmBmZlZa5XpxfQxSQ8D8/L6RyT9uOmRmZlZS5W5xHQO8DngRYCImAPs1MygzMys9Uo1NkfE05Jqi95pTjiD033nfb7ufbc57IYGRmJmVl6ZM4inJX0cCEmrSjqGfLmpL5IukLRY0tyasvUl3Sbp8fy8Xi6XpB9Kmi/pAUnb1v0TmZlZQ5RJEIcBhwMjgU5g67zenwuBXXuUHQdMj4hxpJvujsvluwHj8mMqcG6J+s3MrInK9GJ6gXQPxHKJiDsljelRPAmYkJcvAmYAx+byiyMigLskDZc0IiIWLe9xzcysMcr0YrpI0vCa9fUkXVDn8Tbu/qefnzfK5SOBp2u268xlRfFMlTRT0syurq46wzAzs/6UucS0VUS83L0SES8B2zQ4DhWURdGGETEtIsZHxPiOjo4Gh2FmZt3KJIgh3Y3JkBqaqX+ojecljcj1jAAW5/JOYHTNdqOAZ+s8hpmZNUCZBHEW8HtJp0k6Dfg98L06j3c9MDkvTwauqyn/Uu7NtAPwitsfzMxaq0wj9cWSZgGfIl0K2jsiHu5vP0mXkhqkN5TUCZwMfBe4QtIUYCGwX978RmB3YD7wZ9KQ4mZm1kJlLxU9ArzUvb2kTSJiYV87RMSBvby0S8G2Qbmus2ZmNkD6TRCSjiR9+3+edAe1SA3IWzU3NDMza6UyZxBHAZtHxIvNDsbMzNpHqaE2gFeaHYiZmbWXMmcQTwAzJP0GeKu7MCLOblpUZmbWcmUSxML8WDU/zMxsJVCmm+upAJLWiog3mh+SmZm1A88oZ2ZmhTyjnJmZFSqTIIiIp3sUeUY5M7NBrkwj9TIzygFfp8SMcmZmtmJr5oxyZma2AuvzDELSUODgiFjuGeXMzGzF1ucZRES8Q5oO1MzMVjJl2iD+S9KPgMuBv9wHERGzmxaVmZm1XJkE8fH8/M81ZQHs3PhwzMysXfTXBjEEODcirhigeMzMrE301waxFDhigGIxM7M2Uqab622SjpE0WtL63Y+mR2ZmZi1Vpg3i0Pxce+9DAJs2PhwzM2sXZUZzHTsQgZiZWXspMyf1l4rKI+LixodjZmbtoswlpu1qllcHdgFmA3UnCEnfBL5CulT1IHAIMAK4DFg/139wRLxd7zHMzKyaMpeYjqxdl/Qe4Of1HlDSSNKAf1tExH9LugI4ANgd+EFEXCbpPGAKcG69xzEzs2pKDffdw5+BcRWPOwxYQ9IwYE1gEenGu6vy6xcBX6h4DDMzq6BMG8QNpEtBkBLKFkDdN85FxDOSvk+a5/q/gVuBWcDLEbEkb9ZJGj3WzMxapEwbxPdrlpcAT0VEZ70HlLQeaQDAscDLwJXAbgWbRkEZkqYCUwE22WSTesMwM7N+lEkQC4FFEfEmgKQ1JI2JiAV1HvPTwJMR0ZXru4Y03tNwScPyWcQo4NminSNiGjANYPz48YVJxMzMqivTBnElsLRm/Z1cVq+FwA6S1pQkUq+oh4HbgX3zNpOB6yocw8zMKiqTIIbVdjfNy6vWe8CIuJvUGD2b1MV1COmM4FjgaEnzgQ2A8+s9hpmZVVfmElOXpIkRcT2ApEnAC1UOGhEnAyf3KH4C2L5KvWZm1jhlEsRhwCV50iBIPYwK7642M7PBo8yNcn8ktRmsDSgiXmt+WGZm1mr9tkFI+r+ShkfE6xHxmqT1JH1nIIIzM7PWKXOJabeI+Hb3SkS8JGl34MTmhWW9ufH83Svtv/uUGxsUiZkNdmV6MQ2VtFr3iqQ1gNX62N7MzAaBMmcQvwCmS/oZ6e7mQ0ljJZmZ2SBWppH6e5IeIN0BDXBaRNzS3LDMzKzVypxBANwHrEI6g7iveeGYmVm7KNOLaX/gHtIwGPsDd0vat++9zMxsRVfmDOIEYLuIWAwgqQP4Le/O3WBmZoNQmV5MQ7qTQ/Ziyf3MzGwFVuYM4mZJtwCX5vUvAu5Mb2Y2yJXpxfSPkvYGPgEImBYR1zY9MjMza6lSvZgi4hrgmibHYi1wwUWfrbT/oZNvbVAkZtZu3JZgZmaFnCDMzKxQrwlC0vT8fMbAhWNmZu2irzaIEZI+CUyUdBmpgfovImJ2UyMzM7OW6itBnAQcB4wCzu7xWgA7NysoMzNrvV4TRERcBVwl6Z8i4rQBjMnMzNpAmfsgTpM0EdgpF82IiF83NywzM2u1MoP1/QtwFPBwfhyVy8zMbBArc6PcHsDWEbEUQNJFpCG/j6/3oJKGAz8FtuTdSYgeBS4HxgALgP0j4qV6j2FmZtWUvQ9ieM3yexpw3H8Fbo6IDwIfAeaRGsSnR8Q4YHpeNzOzFilzBvEvwH2Sbid1dd2JamcP6+Y6vgwQEW8Db0uaBEzIm10EzACOrfc4ZmZWTZlG6kslzQC2IyWIYyPiuQrH3BToAn4m6SPALFIbx8YRsSgfc5GkjSocw8zMKip1iSkiFkXE9RFxXcXkACkpbQucGxHbAG+wHJeTJE2VNFPSzK6uroqhmJlZb1oxFlMn0BkRd+f1q0gJ43lJIwDy8+KinSNiWkSMj4jxHR0dAxKwmdnKaMATRD4DeVrS5rloF1L32euByblsMnDdQMdmZmbv6rMNQtIQ4IGI2LLBxz0SuETSqsATwCGkZHWFpCnAQmC/Bh/TzMyWQ58JIiKWSpojaZOIWNiog0bE/cD4gpd2adQxrDW+c/nn6t73xC/e0sBIzKyqMt1cRwAPSbqH1KAMQERMbFpUZmbWcmUSxKlNj8LMzNpOmfsg7pD0fmBcRPxW0prA0OaHZmZmrVRmsL6/I3VF/fdcNBL4VTODMjOz1ivTzfVwYEfgVYCIeBzwXc5mZoNcmQTxVh4vCQBJw0gjsJqZ2SBWJkHcIenbwBqSPgNcCdzQ3LDMzKzVyiSI40iD6z0IfBW4ETixmUGZmVnrlenFtDRPEnQ36dLSoxHhS0xmZoNcvwlC0h7AecAfScN9j5X01Yi4qdnBmZlZ65S5Ue4s4FMRMR9A0mbAbwAnCGuq3a47sNL+N026tEGRmK2cyrRBLO5ODtkT9DIUt5mZDR69nkFI2jsvPiTpRuAKUhvEfsC9AxCbmZm1UF+XmD5fs/w88Mm83AWs17SIzMysLfSaICLikIEMxMzM2kuZXkxjSRP8jKnd3sN9m5kNbmV6Mf0KOJ909/TS5oZjZmbtokyCeDMiftj0SMzMrK2USRD/Kulk4Fbgre7CiJjdtKjMmmD3a8+otP+Nex3boEjMVgxlEsRfAQcDO/PuJabI62ZmNkiVSRB7AZvWDvltZmaDX5k7qecAw5sdiJmZtZcyZxAbA49Iupdl2yAqdXOVNBSYCTwTEXvm7rSXAesDs4GDfdZiZtY6ZRLEyU069lHAPGDdvH4G8IOIuEzSecAU4NwmHdvMzPpRZj6IOxp9UEmjgD2A04GjJYnU6P1/8iYXAafgBGFm1jL9tkFIek3Sq/nxpqR3JL1a8bjnAN/i3V5RGwAvR8SSvN4JjOwlnqmSZkqa2dXVVTEMMzPrTb8JIiLWiYh182N1YB/gR/UeUNKepCHEZ9UWFx26l3imRcT4iBjf0dFRbxhmZtaPMm0Qy4iIX0k6rsIxdwQmStodWJ3UBnEOMFzSsHwWMQp4tsIxzMysojKD9e1dszoEGE8v3+7LiIjjgeNz3ROAYyLiIElXAvuSejJNBq6r9xhmZlZdmTOI2nkhlgALgElNiOVY4DJJ3wHuIw0QaNa29ry6/rfor/eZ0sBIzJqjTC+mps0LEREzgBl5+Qlg+2Ydy8zMlk9fU46e1Md+ERGnNSEeMzNrE32dQbxRULYW6Qa2DQAnCDOzQayvKUfP6l6WtA7pzudDSI3IZ/W2n5mZDQ59tkFIWh84GjiIdHfzthHx0kAEZmZmrdVXG8SZwN7ANOCvIuL1AYvKzMxarq87qf8BeB9wIvBszXAbrzVgqA0zM2tzfbVBlJkrwszMBiknATMzK+QEYWZmhZwgzMyskBOEmZkVcoIwM7NCThBmZlZouScMMrPG+/xVV1fa/4Z992lQJGbv8hmEmZkVcoIwM7NCThBmZlbICcLMzAo5QZiZWSH3YjIbhPa6+vZK+1+7z6caFImtyHwGYWZmhQY8QUgaLel2SfMkPSTpqFy+vqTbJD2en9cb6NjMzOxdrTiDWAL8Q0R8CNgBOFzSFsBxwPSIGAdMz+tmZtYiA54gImJRRMzOy68B84CRwCTSvNfk5y8MdGxmZvaulrZBSBoDbAPcDWwcEYsgJRFgo9ZFZmZmLUsQktYGrga+ERGl57iWNFXSTEkzu7q6mhegmdlKriUJQtIqpORwSURck4uflzQivz4CWFy0b0RMi4jxETG+o6NjYAI2M1sJtaIXk4DzgXkRcXbNS9cDk/PyZOC6gY7NzMze1Yob5XYEDgYelHR/Lvs28F3gCklTgIXAfi2IzczMsgFPEBHxn4B6eXmXgYzFzMx65zupzcyskBOEmZkVcoIwM7NCThBmZlbICcLMzAo5QZiZWSEnCDMzK+QEYWZmhZwgzMyskOekNrN+ffHqxyrtf/k+H2hQJDaQnCDMbIX2u0uqDfu/80EeFbo3vsRkZmaFfAZhZgNq2jWFU72UNnVvTzY5UHwGYWZmhZwgzMyskBOEmZkVcoIwM7NCThBmZlbICcLMzAo5QZiZWSEnCDMzK+QEYWZmhdouQUjaVdKjkuZLOq7V8ZiZrazaaqgNSUOB/wd8BugE7pV0fUQ83NrIzGxl8fiPnq+0/7gjNm5QJK3XVgkC2B6YHxFPAEi6DJgEOEGY2QrpubMfqnvf9x794WXWF//b9EqxbHTkLsu1fbtdYhoJPF2z3pnLzMxsgCkiWh3DX0jaD/hcRHwlrx8MbB8RR9ZsMxWYmlc3Bx4tUfWGwAsNDLWR9bVzbO1eXzvH1uj62jm2RtfXzrE1ur5Wxfb+iOh3Iox2u8TUCYyuWR8FPFu7QURMA6YtT6WSZkbE+OrhNb6+do6t3etr59gaXV87x9bo+to5tkbX186xQftdYroXGCdprKRVgQOA61sck5nZSqmtziAiYomkI4BbgKHABRFRfwuPmZnVra0SBEBE3Ajc2OBql+uS1ADX186xtXt97Rxbo+tr59gaXV87x9bo+to5tvZqpDYzs/bRbm0QZmbWJgZ9gmjk0B2SLpC0WNLcBsQ1WtLtkuZJekjSURXrW13SPZLm5PpObUCMQyXdJ+nXDahrgaQHJd0vaWYD6hsu6SpJj+Tf4ccq1LV5jqv78aqkb1So75v5bzBX0qWSVq+3rlzfUbmuh+qJq+h9K2l9SbdJejw/r1ehrv1ybEslLVcPml7qOzP/XR+QdK2k4RXrOy3Xdb+kWyW9r0p9Na8dIykkbVghtlMkPVPz3tu9SmySLq+pa4Gk+8vWVygiBu2D1ND9R2BTYFVgDrBFhfp2ArYF5jYgthHAtnl5HeCxirEJWDsvrwLcDexQMcajgV8Cv27Az7sA2LCBf9uLgK/k5VWB4Q18zzxH6idez/4jgSeBNfL6FcCXK8SzJTAXWJPUZvhbYNxy1vG/3rfA94Dj8vJxwBkV6voQ6Z6kGcD4BsT2WWBYXj6jbGx91LduzfLXgfOq1JfLR5M60zxV9n3dS2ynAMfU+d7o8/8RcBZwUr3vvYgY9GcQfxm6IyLeBrqH7qhLRNwJ/KkRgUXEooiYnZdfA+ZR4a7xSF7Pq6vkR90NTJJGAXsAP623jmaRtC7pw3E+QES8HREvN6j6XYA/RsRTFeoYBqwhaRjpH/uz/Wzflw8Bd0XEnyNiCXAHsNfyVNDL+3YSKcmSn79Qb10RMS8iytywWra+W/PPCnAX6X6oKvW9WrO6FsvxuejjM/8D4FsNqqsufdUnScD+wKVVjjHYE8QKMXSHpDHANqRv/VXqGZpPKRcDt0VElfrOIX0AllaJqUYAt0qale+Gr2JToAv4Wb4E9lNJa1UPEUj33tT9oYqIZ4DvAwuBRcArEXFrhXjmAjtJ2kDSmsDuLHszab02johFkL6sABs1oM5mOBS4qWolkk6X9DRwEHBSxbomAs9ExJyqcWVH5EtgF5S91FfC3wDPR8TjVSoZ7AlCBWVt1W1L0trA1cA3enzTWW4R8U5EbE36xrW9pC3rjGlPYHFEzKoSTw87RsS2wG7A4ZJ2qlDXMNKp9bkRsQ3wBukySSX55syJwJUV6liP9O18LPA+YC1Jf1tvfRExj3SZ5TbgZtJl0iV97jRISDqB9LNeUrWuiDghIkbnuo6oENOawAlUTDI1zgU2A7YmfaE4q0H1HkjFswcY/Ami36E7WknSKqTkcElEXNOoevPllhnArnVWsSMwUdIC0mW5nSX9omJMz+bnxcC1pMt/9eoEOmvOkK4iJYyqdgNmR0SV8Z4/DTwZEV0R8T/ANcDHqwQVEedHxLYRsRPpkkKlb4XZ85JGAOTnxQ2os2EkTQb2BA6KfEG9QX4J7FNh/81IyX9O/nyMAmZLem89lUXE8/mL3VLgJ1T7XACQL23uDVxeta7BniDaduiOfI3wfGBeRJzdgPo6unt7SFqD9I/qkXrqiojjI2JURIwh/c5+FxF1fwuWtJakdbqXSY2QdfcEi4jngKclbZ6LdqExQ8I34lvXQmAHSWvmv/EupPaluknaKD9vQvrgV/5mSPocTM7Lk4HrGlBnQ0jaFTgWmBgRf25AfeNqVidS5+cCICIejIiNImJM/nx0kjqbPFdnbCNqVveiwueixqeBRyKis3JNVVq4V4QH6ZrtY6TeTCdUrOtS0mng/5DeGFMq1PUJ0uWuB4D782P3CvVtBdyX65tLxd4LNfVOoGIvJlKbwZz8eKjq3yHXuTUwM/+8vwLWq1jfmsCLwHsaENuppH9Cc4GfA6tVrO8/SAlwDrBLHfv/r/ctsAEwnXQ2Mh1Yv0Jde+Xlt4DngVsqxjaf1HbY/blYnl5HRfVdnf8WDwA3ACOr1Nfj9QWU78VUFNvPgQdzbNcDI6rGBlwIHFb1fRwRvpPazMyKDfZLTGZmVicnCDMzK+QEYWZmhZwgzMyskBOEmZkVcoKwtpBHxTyrZv0YSac0qO4LJe3biLr6Oc5+SiPL3t7sYzWDpAmSKt3UZ4OLE4S1i7eAvcsOnTxQJA1djs2nAF+LiE8NwLGaYQIV7/q2wcUJwtrFEtJ0id/s+ULPMwBJr+fnCZLukHSFpMckfVfSQUrzYjwoabOaaj4t6T/ydnvm/YfmuQfuzYOlfbWm3tsl/ZJ0E1PPeA7M9c+VdEYuO4l08+N5ks7ssf0ESXcqzW3wsKTzJA3p/lkk/bOku4GPSfrr/DPNknRLzXAY2+UY/5BjnpvLvyzpGkk3K83t8L2a454raaZ6zA+iNE/AqZJm55/jg0oDRh4GfFNpLoG/yWdEc5XmGLmz9F/SBo9G3G3nhx9VH8DrwLqkO1PfAxwDnJJfuxDYt3bb/DwBeJk0t8ZqwDPAqfm1o4Bzava/mfSFaBzprtPVganAiXmb1Uh3Zo/N9b4BjC2I832k4TQ6SIMG/g74Qn5tBgXzIeT63iTdUT6UNPDevvm1APbPy6sAvwc68voXgQvy8lzg43n5u+Q5AIAvA0/k39nqpPkJRufX1s/PQ3NsW+X1BcCReflrwE/z8inUzE1ASo4j83JD5tvwY8V6+AzC2kak0WwvJk3qUta9kebWeIs0nEr30NoPAmNqtrsiIpZGGv74CeCDpDGhvqQ0RPrdpOEnusftuSciniw43nbAjEiD8XWPNFpmZNp7Is1L8g5piIRP5PJ3SENBQJp0Z0vgthzTicCoPMbWOhHx+7zdL3vUPT0iXomIN0lDcrw/l+8vaTZpCJYPA1vU7NM9OOQslv091fov4EJJf0dKMraSGdbqAMx6OAeYDfyspmwJ+XJoHgBv1ZrX3qpZXlqzvpRl3989x5QJ0nDwR0bELbUvSJpAOoMoUjSEfBlFxwd4MyeN7rofiohlpk9V/3ME1P4O3gGGSRpLOgvbLiJeknQh6Qyj5z7v0Mv/gYg4TNJHSRNH3S9p64h4sZ9YbBDxGYS1lYj4E2mazik1xQuAv87Lk0iXYpbXfpKG5HaJTYFHSVNG/r3SsOtI+oD6n3jobuCTkjbMjcoHkmZ568/2eVThIaRLR/9ZsM2jQIfy/NqSVpH04Yh4CXhN0g55uwNKHG9dUpJ7RdLGpKHM+/Maafpb8vE3i4i7I+Ik4AUaM1GRrUCcIKwdnQXU9mb6Cemf8j3AR+n9231fHiX9I7+JNNLlm6TpVB8mjec/F/h3+jmrjjT72vHA7aTRVWdHRJmhsv9AbjsgzVl9bUHdbwP7AmdImkMaybS7V9EUYJqkP5DONF7pJ845pEtLDwEXkC4X9ecGYK/uRmrgzO7GeOBO0s9rKxGP5mrWZPmS1TERsWeFOtaOPOe4pONIw0If1aAQzQq5DcJsxbCHpONJn9mnSL2XzJrKZxBmZlbIbRBmZlbICcLMzAo5QZiZWSEnCDMzK+QEYWZmhZwgzMys0P8HPt1D7EV57wEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig=plt.figure()\n",
    "sns.countplot(train['pregnants'])\n",
    "plt.xlabel('Number of pregnants')\n",
    "plt.ylabel('Number of occurrences')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "#是否删除怀孕次数大于10的样本？\n",
    "#train=train[train['pregnants']<10]\n",
    "#医学上，越是奇特的样本可能越和病因相关"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1fb005bacf8>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x='pregnants',hue='Target',data=train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "数据分析：当怀孕次数较少时（<7）时，不得糖尿病的比例站多，当怀孕次数较高时，得糖尿病的比例较高"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### <font color=#0000FF >Plasma_glucose_concentration</font>\n",
    "<font color=#0000FF >血浆葡萄糖浓度</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'Number of occurrences')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig=plt.figure()\n",
    "sns.distplot(train['Plasma_glucose_concentration'], kde = True)\n",
    "plt.xlabel('Plasma_glucose_concentration')\n",
    "plt.ylabel('Number of occurrences')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.violinplot(x='Target', y='Plasma_glucose_concentration', data=train, hue=\"Target\")\n",
    "plt.xlabel('Diabetes', fontsize=12)\n",
    "plt.ylabel('Plasma_glucose_concentration', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "数据分析：有糖尿病的样本血浆葡糖糖浓度稍大于无糖尿病的患者"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "####  <font color=#0000FF >blood_pressure 血压 </font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'frequency')"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "sns.distplot(train['blood_pressure'], kde = True)\n",
    "plt.xlabel('blood_pressure')\n",
    "plt.ylabel('frequency')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "数据分析：血压数据有奇异值0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### <font color=#0000FF >查看blood_pressure与标签之间的关系</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.violinplot(x='Target', y='blood_pressure', data=train, hue=\"Target\")\n",
    "plt.xlabel('Diabetes', fontsize=12)\n",
    "plt.ylabel('blood_pressure', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### <font color=#0000FF >Triceps_skin_fold_thickness</font>\n",
    "<font color=#0000FF >三头肌皮褶厚度（单位：mm）</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'frequency')"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "sns.distplot(train.Triceps_skin_fold_thickness, kde = False)\n",
    "plt.xlabel('Triceps_skin_fold_thickness')\n",
    "plt.ylabel('frequency')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.violinplot(x='Target', y='Triceps_skin_fold_thickness', data=train, hue=\"Target\")\n",
    "plt.xlabel('Diabetes', fontsize=12)\n",
    "plt.ylabel('Triceps_skin_fold_thickness', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### <font color=#0000FF > serum_insulin</font>\n",
    "<font color=#0000FF > 餐后血清胰岛素（单位:mm）</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'frequency')"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "sns.distplot(train.serum_insulin, kde = True)\n",
    "plt.xlabel('serum_insulin')\n",
    "plt.ylabel('frequency')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.violinplot(x='Target', y='serum_insulin', data=train, hue=\"Target\")\n",
    "plt.xlabel('Diabetes', fontsize=12)\n",
    "plt.ylabel('serum_insulin', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### <font color=#0000FF >BMI</font>\n",
    "<font color=#0000FF >体重指数（体重（公斤）/ 身高（米）^2）</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'frequency')"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "sns.distplot(train.BMI, kde = False)\n",
    "plt.xlabel('BMI')\n",
    "plt.ylabel('frequency')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.violinplot(x='Target', y='BMI', data=train, hue=\"Target\")\n",
    "plt.xlabel('Diabetes', fontsize=12)\n",
    "plt.ylabel('BMI', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1fb041d5940>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "BMIDF = train.groupby(['BMI', 'Target'])['BMI'].count().unstack('Target').fillna(0)\n",
    "BMIDF[[0,1]].plot(kind='bar', stacked=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### <font color=#0000FF >Diabetes_pedigree_function，糖尿病家系作用</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'frequency')"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "###Diabetes_pedigree_function，糖尿病家系作用\n",
    "fig = plt.figure()\n",
    "sns.distplot(train.Diabetes_pedigree_function, kde = False)\n",
    "plt.xlabel('Diabetes_pedigree_function')\n",
    "plt.ylabel('frequency')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1fb06012fd0>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "DF = train.groupby(['Diabetes_pedigree_function', 'Target'])['Diabetes_pedigree_function'].count().unstack('Target').fillna(0)\n",
    "DF[[0,1]].plot(kind='bar', stacked=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### <font color=#0000FF >Age 年龄</font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'frequency')"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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M7N237Q3cPOratrIfTwSupbuy/C5gp779KODyUdc3QP370n1JjwUuobsocuL60dd6K7DHZm0T9/kCfhf4Cf2xyEnuy4zanw98e1L7wcOzSSyiO4noEuAFo/quLMQ9iIckWQI8C7gK2KuqNgD0P/ccXWWD64dlrgM2AVcA/wX8oqoe6FdZT/ehGnf/APwV8Nt++clMZj+gu7r/q0mu6a/sh8n8fB0I3Al8uh/6+2SSXZjMvkw7GTivfz5x/aiqnwJ/B9wGbADuAa5hRN+VBRsQSZ4EfBk4varuHXU926qqHqxu13lfuskMD26tNr9VbZ0kLwY2VdU1M5sbq451P2Y4uqoOpZt1+LQkzxl1QdtoJ+BQ4KNV9Szg10zAMMyj6cflXwJcMOpatlV/nOQE4ADgKcAudJ+zzc3Ld2VBBkSSx9GFw+er6sK+eWOSvfvX96b7H/nEqKpfAF+nO66yW5Lpa1geMR3JGDoaeEmSW+lm6D2Wbo9i0voBQFXd0f/cRDfWfTiT+flaD6yvqqv65S/RBcYk9gW6P6TXVtXGfnkS+/HHwE+q6s6q+l/gQuDZjOi7suACIkmATwE3VdXZM166GFjRP19Bd2xirCWZSrJb//wJdB+em4ArgVf0q419X6rqnVW1b1UtoRsC+FpVvZoJ6wdAkl2S7Dr9nG7M+wYm8PNVVT8Dbk9yUN90HPBDJrAvvVN4eHgJJrMftwFHJnli/7ds+ncyku/KgrtQLskfAf8GXM/D493vojsOcT6wmO6XcFJV3T2SIgeU5A+B1XRnMuwAnF9Vf53kQLr/iS8Cvge8pqruH12lg0tyDPCOqnrxJPajr/mifnEn4NyqOjPJk5mwzxdAkmXAJ4GdgR8Dr6f/rDFBfUnyRLqDuwdW1T1926T+Tt4HvJLujMzvAW+gO+Yw79+VBRcQkqS5seCGmCRJc8OAkCQ1GRCSpCYDQpLUZEBIkpoMCGkbJXlpkkrytFHXIg2DASFtu1OAb9Fd/CctOAaEtA36ub6Oppt2+eS+bYckH+nn8r8kyaVJXtG/dliSb/QT/F0+PQWENM4MCGnbnEh3H4X/BO5OcijwMmAJ8Ad0V78eBQ/NDfYh4BVVdRhwDnDmKIqWtsZOs68iqeEUugkHoZsC4RTgccAFVfVb4GdJruxfPwh4BnBFN70OO9JN5SyNNQNC2kr9HD/HAs9IUnR/8IuH52h6xFuAG6vqqHkqUZoTDjFJW+8VwGerav+qWlJV+9Hdme0u4OX9sYi9gGP69W8GppI8NOSU5OmjKFzaGgaEtPVO4ZF7C1+mu8HLerrpvz9ON4PwPVX1G7pQOSvJ94Hr6Ob4l8aas7lKcyjJk6rqV/0w1NV0d5/72ajrkraFxyCkuXVJf5OnnYG/MRw0ydyDkCQ1eQxCktRkQEiSmgwISVKTASFJajIgJElNBoQkqen/AKPACXb8XscvAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "sns.distplot(train.Age, kde = False)\n",
    "plt.xlabel('Age')\n",
    "plt.ylabel('frequency')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1fb081413c8>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "DF = train.groupby(['Age', 'Target'])['Age'].count().unstack('Target').fillna(0)\n",
    "DF[[0,1]].plot(kind='bar', stacked=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 特征之间的相关性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1fb085f5a58>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x648 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data_corr = train.corr().abs()\n",
    "\n",
    "plt.subplots(figsize=(13, 9))\n",
    "sns.heatmap(data_corr,annot=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#可以用for循环画出所有特征直方图\n",
    "for feature in train.columns:\n",
    "    sns.distplot(train[feature],kde = True)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
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